Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks. - Jianan Zhou 002; Jianing Zhu; Jingfeng Zhang; Tongliang Liu; Gang Niu 001; Bo Han 003; Masashi Sugiyama (NeurIPS, 2022)

Towards Omni-generalizable Neural Methods for Vehicle Routing Problems. - Jianan Zhou 002; Yaoxin Wu; Wen Song; Zhiguang Cao; Jie Zhang 002 (ICML, 2023)

Learning Large Neighborhood Search for Vehicle Routing in Airport Ground Handling. - Jianan Zhou 002; Yaoxin Wu; Zhiguang Cao; Wen Song; Jie Zhang 002; Zhenghua Chen (IEEE Trans. Knowl. Data Eng., 2023)

Neural Airport Ground Handling. - Yaoxin Wu; Jianan Zhou 002; Yunwen Xia; Xianli Zhang; Zhiguang Cao; Jie Zhang 002 (IEEE Trans. Intell. Transp. Syst., 2023)

MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts. - Jianan Zhou 002; Zhiguang Cao; Yaoxin Wu; Wen Song; Yining Ma 001; Jie Zhang 002; Chi Xu (ICML, 2024)

Collaboration! Towards Robust Neural Methods for Routing Problems. - Jianan Zhou 002; Yaoxin Wu; Zhiguang Cao; Wen Song; Jie Zhang 002; Zhiqi Shen 001 (NeurIPS, 2024)

Learning to Handle Complex Constraints for Vehicle Routing Problems. - Jieyi Bi; Yining Ma 001; Jianan Zhou 002; Wen Song; Zhiguang Cao; Yaoxin Wu; Jie Zhang 002 (NeurIPS, 2024)

Rethinking Light Decoder-based Solvers for Vehicle Routing Problems. - Ziwei Huang; Jianan Zhou 002; Zhiguang Cao; Yixin Xu (ICLR, 2025)

Graph neural networks for job shop scheduling problems: A survey. - Igor G. Smit; Jianan Zhou 002; Robbert Reijnen; Yaoxin Wu; Jian Chen 022; Cong Zhang; Zaharah Bukhsh; Yingqian Zhang 001; Wim Nuijten (Comput. Oper. Res., 2025)

Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization. - Yiding Shi; Jianan Zhou 002; Wen Song; Jieyi Bi; Yaoxin Wu; Jie Zhang 002 (CoRR, 2025)

SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy. - Yong Liang Goh; Zhiguang Cao; Yining Ma 001; Jianan Zhou 002; Mohammed Haroon Dupty; Wee Sun Lee (CoRR, 2025)

Preference-Driven Multi-Objective Combinatorial Optimization with Conditional Computation. - Mingfeng Fan; Jianan Zhou 002; Yifeng Zhang; Yaoxin Wu; Jinbiao Chen; Guillaume Adrien Sartoretti (CoRR, 2025)